Extracting digital elevation models from SAR data through independent component analysis

被引:4
|
作者
Ballatore, Paola [1 ]
机构
[1] Mediterranean Agcy Remote Sensing & Environm Cont, I-82100 Benevento, Italy
关键词
SEPARATION;
D O I
10.1080/01431161003777213
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
This article illustrates findings about a new method for the extraction of digital elevation model (DEM) from interferograms of synthetic aperture radar (SAR) data, based on independent component analysis (ICA). This method is named InSAR-ICA, and its advantages are related to its capability in estimating topographical altitudes without taking into account any or sparse non-SAR data (e. g. ground-based or atmospheric parameters). This is especially useful in cases of mountainous regions, where large altitude changes over short distances and the presence of microclimates generally limit the possibility of DEM estimates by few SAR interferograms only. A comparison between the standard SRTM (Shuttle Radar Topographical Mission) elevations and those extracted by InSAR-ICA is carried out for the region of South Italy, Apennine Mountains. Results are interpreted in terms of the reliability of InSAR-ICA DEM estimates.
引用
收藏
页码:3807 / 3817
页数:11
相关论文
共 50 条
  • [1] EXTRACTING TOPOGRAPHIC STRUCTURE FROM DIGITAL ELEVATION DATA FOR GEOGRAPHIC INFORMATION-SYSTEM ANALYSIS
    JENSON, SK
    DOMINGUE, JO
    [J]. PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 1988, 54 (11): : 1593 - 1600
  • [2] THE GENERATION OF SAR LAYOVER AND SHADOW MAPS FROM DIGITAL ELEVATION MODELS
    KROPATSCH, WG
    STROBL, D
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1990, 28 (01): : 98 - 107
  • [3] A method for extracting drainage networks with heuristic information from digital elevation models
    Hou, Kun
    Yang, Wei
    Sun, Jigui
    Sun, Tieli
    [J]. WATER SCIENCE AND TECHNOLOGY, 2011, 64 (11) : 2316 - 2324
  • [4] An automated approach for extracting Barrier Island morphology from digital elevation models
    Wernette, Phillipe
    Houser, Chris
    Bishop, Michael P.
    [J]. GEOMORPHOLOGY, 2016, 262 : 1 - 7
  • [5] A flooding algorithm for extracting drainage networks from unprocessed digital elevation models
    Rueda, Antonio
    Noguera, Jose M.
    Martinez-Cruz, Carmen
    [J]. COMPUTERS & GEOSCIENCES, 2013, 59 : 116 - 123
  • [6] ANALYSIS OF ACCURACY OF DIGITAL ELEVATION MODELS CREATED FROM CAPTURED DATA BY DIGITAL PHOTOGRAMMETRY METHOD
    Hudec, P.
    [J]. SLOVAK JOURNAL OF CIVIL ENGINEERING, 2011, 19 (04) : 28 - 36
  • [7] Analysis of difference altimetric data in a hydrographic basin through comparison between digital models elevation
    Braz, Adalto Moreira
    Xavier, Fernanda Vieira
    Mirandola Garcia, Patricia Helena
    [J]. ATELIE GEOGRAFICO, 2018, 12 (01): : 71 - 96
  • [8] INDEPENDENT COMPONENT ANALYSIS OF POLARIMETRIC SAR DATA FOR SEPARATING GROUND AND VEGETATION COMPONENTS
    Tannous, Ola
    Kasdingam, Dayalan
    [J]. 2009 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-5, 2009, : 2473 - 2476
  • [9] Data compression for digital elevation models
    Kidner, DB
    Smith, DH
    [J]. GEOGRAPHICAL INFORMATION '97: FROM RESEARCH TO APPLICATION THROUGH COOPERATION, VOLS 1 AND 2, 1997, : 96 - 105
  • [10] Fusion of Digital Elevation Models from Various Data Sources
    Papasaika, Haris
    Poli, Daniela
    Baltsavias, Emmanuel
    [J]. INTERNATIONAL CONFERENCE ON ADVANCED GEOGRAPHIC INFORMATION SYSTEMS AND WEB SERVICES: GEOWS 2009, PROCEEDINGS, 2009, : 117 - 122